--- layout: documentation title: Malloy Documentation footer: /generated/footers/examples/iowa/step6.html ---

Dashboards

Putting it all together we can write a dashboard

query: vendor_dashboard is {
  group_by: vendor_count is count(distinct vendor_number)
  aggregate:
    total_sale_dollars
    total_bottles
  nest:
    by_month
    by_class
    by_vendor_bar_chart
    top_sellers_by_revenue
    most_expensive_products
    by_vendor_dashboard is {
      top: 10
      group_by: vendor_name
      aggregate: total_sale_dollars
      nest: by_month, top_sellers_by_revenue, most_expensive_products
    }
}

Run Dashboard

Simply add some filters. Notice the sub-dashboard for each of the Vendors.

query: iowa { where: category_class = 'VODKAS' } -> vendor_dashboard
QUERY RESULTS
vendor_count
262
total_sale_dollars
769,629,916.95
total_bottles
71,758,747
by_month
201220142016201820202022purchase_month01,000,0002,000,000total_sale_dollars
by_class
0200,000,000400,000,000600,000,000800,000,000total_sale_dollarsVODKAS1,958item_count
by_vendor_bar_chart
050,000,000100,000,000total_sale_dollarsDIAGEO AMERICASFIFTH GENERATION INCPERNOD RICARD USALuxco-St LouisPhillips Beverage CompanyBacardi U.S.A., Inc.E & J Gallo WinerySazerac North AmericaMcCormick Distilling Co.Laird And Company2,000,0004,000,0006,000,0008,000,000total_bottles
top_sellers_by_revenue
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
FIFTH GENERATION INCTitos Handmade Vodka107,294,484.865,627,9981.899
Luxco-St LouisHawkeye Vodka46,384,654.246,747,7310.655
PERNOD RICARD USAAbsolut Swedish Vodka 80 Prf35,706,596.891,793,4402.199
Bacardi U.S.A., Inc.Grey Goose Vodka27,136,754.291,178,6363.519
Laird And CompanyFive O'clock Vodka19,427,509.883,261,8560.666
most_expensive_products
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
AMERICAN SPIRITS EXCHANGEE.T.51 Premium Vodka Mini11,481.1267342.72
AMERICAN SPIRITS EXCHANGEE.T. 51 Premium Vodka Mini8,396.6449342.72
MARSALLE COMPANYOuterspace Vodka Mini2703180
Heaven Hill BrandsDeep Eddy Vodka Mini151.22151.2
Foundry Distilling Company, LLCOkoboji Vodka Mini4951190
SAZERAC COMPANY INCPlatinum 7X Vodka Candy Cane3,6458190
Hawaii Sea Spirits LLCOcean Organic Vodka Mini135390
Blue Ox Spirits, Inc.Blue Ox Vodka Mini1,7103890
JDSO INC / Red Boot DistilleryBlue Ox Vodka Mini36,00080090
DIAGEO AMERICASCiroc Summer Colada Mini156.48278.24
vendor_name
DIAGEO AMERICAS
total_sale_dollars
134,079,174.5
by_month
201220142016201820202022purchase_month0200,000400,000total_sale_dollars
top_sellers_by_revenue
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
DIAGEO AMERICASSmirnoff 80prf19,075,145.671,802,6571.667
DIAGEO AMERICASSmirnoff Vodka 80 Prf15,867,557.081,403,1031.624
DIAGEO AMERICASKetel One Imported Vodka10,525,642.19424,6802.487
DIAGEO AMERICASSmirnoff 80prf PET7,067,514.6379,6951.418
DIAGEO AMERICASSmirnoff Vodka 80 Prf Pet6,926,630.51316,2811.25
most_expensive_products
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
DIAGEO AMERICASCiroc Summer Colada Mini156.48278.24
DIAGEO AMERICASCiroc French Vanilla Mini6,851.2517769.325
DIAGEO AMERICASSmirnoff Red, White & Berry Mini19,729.61,76022.42
DIAGEO AMERICASSmirnoff Red, White and Berry Mini134.521222.42
DIAGEO AMERICASSmirnoff Zero Sugar Infusion Strawberry & Rose Mini11,535.091,02922.42
DIAGEO AMERICASSmirnoff Zero Sugar Infusion Watermelon & Mint Mini18,305.931,63322.42
DIAGEO AMERICASSmirnoff Vanilla Mini269.042422.42
DIAGEO AMERICASSmirnoff Zero Sugar Infusion Cucumber & Lime Mini8,822.2778722.42
DIAGEO AMERICASSmirnoff Pink Lemonade Mini58,942.185,25822.42
DIAGEO AMERICASSmirnoff Peach Lemonade Mini29,829.812,66122.42
vendor_name
FIFTH GENERATION INC
total_sale_dollars
113,617,094.86
by_month
201220142016201820202022purchase_month0500,0001,000,000total_sale_dollars
top_sellers_by_revenue
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
FIFTH GENERATION INCTitos Handmade Vodka107,294,484.865,627,9981.899
FIFTH GENERATION INCTitos Vodka4,866,101.4334,6101.93
FIFTH GENERATION INCTitos Handmade Vodka Mini984,86450,76739.513
FIFTH GENERATION INCTitos Handmade Mini471,644.624,6026.33
most_expensive_products
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
FIFTH GENERATION INCTitos Handmade Vodka Mini984,86450,76739.513
FIFTH GENERATION INCTitos Handmade Mini471,644.624,6026.33
FIFTH GENERATION INCTitos Vodka4,866,101.4334,6101.93
FIFTH GENERATION INCTitos Handmade Vodka107,294,484.865,627,9981.899
vendor_name
PERNOD RICARD USA
total_sale_dollars
77,394,767.85
by_month
201220142016201820202022purchase_month0200,000400,000total_sale_dollars
top_sellers_by_revenue
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
PERNOD RICARD USAAbsolut Swedish Vodka 80 Prf35,706,596.891,793,4402.199
PERNOD RICARD USAAbsolut Swedish Vodka 80prf15,359,903.01900,8492.03
PERNOD RICARD USAAbsolut Citron (lemon Vodka)7,017,130.61343,1272.17
PERNOD RICARD USAAbsolut Citron2,960,719.53154,6992.106
PERNOD RICARD USAAbsolut Mandrin2,895,096.26148,1812.196
most_expensive_products
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
PERNOD RICARD USAAbsolut Raspberri Mini237.62419.8
PERNOD RICARD USAAbsolut Citron Mini237.62419.8
PERNOD RICARD USAAbsolut Swedish Vodka 80prf Mini895,740.1275,39918.296
PERNOD RICARD USAAbsolut Lime Mini171,169.7419,3589.271
PERNOD RICARD USAAbsolut Elyx9,064.863303.576
PERNOD RICARD USAAbsolut Black 100269.88122.999
PERNOD RICARD USAAbsolut Vodka 100 Premium65,944.032,9772.951
PERNOD RICARD USALevel Imported Vodka DNO503.04242.795
PERNOD RICARD USAAbsolut Mini Trial Pack3,822.316412.393
PERNOD RICARD USAAbsolut Mini Bar31,381.055,3032.368
vendor_name
Luxco-St Louis
total_sale_dollars
53,905,077.96
by_month
201220142016201820202022purchase_month0100,000200,000total_sale_dollars
top_sellers_by_revenue
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
Luxco-St LouisHawkeye Vodka46,384,654.246,747,7310.655
Luxco-St LouisHawkeye Vodka PET1,254,549.09250,4090.668
Luxco-St LouisHawkeye Vodka 80 Prf Mini1,033,227.67175,5481.175
Luxco-St LouisKorski Vodka902,453.63108,8240.598
Luxco-St LouisPearl Cucumber Vodka896,571.1880,1991.496
most_expensive_products
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
Luxco-St LouisPearl Ruby Grapefruit Mini620.49413.2
Luxco-St LouisHawkeye Vodka Mini586,805.294,64610.295
Luxco-St LouisVeev Acai12662.8
Luxco-St LouisPearl Plum8,594.917291.572
Luxco-St LouisPearl Chocolate Hazelnut1,520.911291.572
Luxco-St LouisPearl Pumpkin Spice3,171.512691.572
Luxco-St LouisPearl Caramel Vodka63,599.355,3971.571
Luxco-St LouisPearl Chocolate Covered Cherry9,272.917871.571
Luxco-St LouisPearl Wedding Cake Vodka30,359.262,5771.571
Luxco-St LouisPearl Whipt Vodka565.44481.571
vendor_name
Phillips Beverage Company
total_sale_dollars
53,372,722
by_month
201220142016201820202022purchase_month0100,000200,000300,000total_sale_dollars
top_sellers_by_revenue
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
Phillips Beverage CompanyPhillips Vodka15,069,085.431,821,0140.66
Phillips Beverage CompanyUv Blue (raspberry) Vodka10,375,307.9925,0601.158
Phillips Beverage CompanyUV Vodka PET6,310,224.48392,9820.934
Phillips Beverage CompanyUV Blue Raspberry3,364,950.46289,7931.189
Phillips Beverage CompanyUv Red (cherry) Vodka2,520,416.28232,0011.194
most_expensive_products
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
Phillips Beverage CompanyPrairie Organic Grapefruit Hibiscus Chamomile FL Vodka Mini186.32713.8
Phillips Beverage CompanyPrairie Organic Watermelon Cucumber Lime FL Vodka Mini752.110913.8
Phillips Beverage CompanyPrairie Organic Apple Pear Ginger FL Vodka Mini4146013.8
Phillips Beverage CompanyUV Apple Green Mini79.21213.2
Phillips Beverage CompanyUV Cake Mini114,120.916,78910.999
Phillips Beverage CompanyUV Blue Raspberry Mini203,422.229,96010.924
Phillips Beverage CompanyUV Red Cherry Mini54,198.97,99410.819
Phillips Beverage CompanyRow Vodka Mini56,948.7510,6128.956
Phillips Beverage CompanyPhillips Vodka Mini2,844.64315.033
Phillips Beverage CompanyPrairie Organic Grapefruit Hibiscus Chamomile FL Vodka5,197.53152.2
vendor_name
Bacardi U.S.A., Inc.
total_sale_dollars
36,682,797.48
by_month
201220142016201820202022purchase_month050,000100,000150,000200,000total_sale_dollars
top_sellers_by_revenue
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
Bacardi U.S.A., Inc.Grey Goose Vodka27,136,754.291,178,6363.519
Bacardi U.S.A., Inc.Grey Goose7,830,521.26370,8313.481
Bacardi U.S.A., Inc.Grey Goose Vodka Mini354,48011,8105
Bacardi U.S.A., Inc.Grey Goose Cherry Noir319,154.9211,8463.639
Bacardi U.S.A., Inc.Grey Goose Vodka L'orange184,337.76,7513.637
most_expensive_products
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
Bacardi U.S.A., Inc.Grey Goose Essences White Peach & Rosemary Mini2,928.249859.76
Bacardi U.S.A., Inc.Grey Goose Essences Watermelon & Basil Mini2,420.288159.76
Bacardi U.S.A., Inc.Grey Goose Essences Strawberry & Lemongrass Mini3,525.8411859.76
Bacardi U.S.A., Inc.Grey Goose Mini176,8205,89449.66
Bacardi U.S.A., Inc.Grey Goose VX48,633.128247.181
Bacardi U.S.A., Inc.Grey Goose Le Citron Mini1,020345
Bacardi U.S.A., Inc.Grey Goose Le Melon Mini2,700905
Bacardi U.S.A., Inc.Grey Goose Multi Pack8,1808185
Bacardi U.S.A., Inc.Grey Goose La Poire Mini990335
Bacardi U.S.A., Inc.Grey Goose Vodka Mini354,48011,8105
vendor_name
E & J Gallo Winery
total_sale_dollars
33,590,355.09
by_month
201220142016201820202022purchase_month050,000100,000150,000total_sale_dollars
top_sellers_by_revenue
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
E & J Gallo WineryNew Amsterdam Vodka9,103,964.24895,1721.375
E & J Gallo WineryNew Amsterdam 80prf5,678,083.64674,4901.406
E & J Gallo WineryNew Amsterdam Peach5,670,658.1741,3021.449
E & J Gallo WineryNew Amsterdam Red Berry2,273,522.24297,1071.446
E & J Gallo WineryNew Amsterdam Pink Whitney2,203,877.11208,4221.44
most_expensive_products
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
E & J Gallo WineryNew Amsterdam Apple Mini83110016.62
E & J Gallo WineryNew Amsterdam Passion Fruit Flavored Vodka Mini2,49330016.62
E & J Gallo WineryNew Amsterdam Gluten Free Mini2,592.7231216.62
E & J Gallo WineryNew Amsterdam Pink Whitney Mini281,120.838,68014.67
E & J Gallo WineryNew Amsterdam 80prf Mini476,279.3457,31414.009
E & J Gallo WinerySOOH New Amsterdam Mango Mini8,235.2199113.788
E & J Gallo WineryNew Amsterdam Grapefruit Mini47,342.075,69713.658
E & J Gallo WineryNew Amsterdam Pineapple Mini48,090.395,80113.589
E & J Gallo WineryNew Amsterdam Peach Mini104,775.6812,61012.189
E & J Gallo WineryNew Amsterdam Orange Mini9,706.081,1686.446
vendor_name
Sazerac North America
total_sale_dollars
32,007,526.44
by_month
20122014201620182020purchase_month050,000100,000150,000200,000total_sale_dollars
top_sellers_by_revenue
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
Sazerac North AmericaBarton Vodka17,939,285.892,581,8420.615
Sazerac North AmericaSkol Vodka5,835,335757,6380.643
Sazerac North AmericaFleischmann's Royal Vodka 80 Prf2,938,069.55281,8720.594
Sazerac North AmericaCaliber Vodka1,094,507.37144,4660.63
Sazerac North AmericaFleischmann's Royal Vodka1,091,303.95246,4610.651
most_expensive_products
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
Sazerac North America99 Vodka Mini270309.75
Sazerac North America99 Raspberry Mini1,0801203.857
Sazerac North AmericaBarton Vodka Mini86,271.3614,6553.486
Sazerac North AmericaNaked Jay Big Dill Vodka1,121.28961.557
Sazerac North AmericaWave Blue Raspberry Mini180201.5
Sazerac North AmericaWave Baja Mini90101.5
Sazerac North AmericaWave Tiki Vodka Mini90101.5
Sazerac North America99 Vodka mini90101.5
Sazerac North America99 Raspberry Vodka Mini90101.5
Sazerac North AmericaWave Cherry Vodka180201.5
vendor_name
McCormick Distilling Co.
total_sale_dollars
29,871,639.36
by_month
201220142016201820202022purchase_month020,00040,00060,00080,000total_sale_dollars
top_sellers_by_revenue
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
McCormick Distilling Co.Mccormick Vodka Pet12,506,105.112,960,3050.683
McCormick Distilling Co.Mccormick Vodka5,813,375.482,182,9490.742
McCormick Distilling Co.McCormick 80prf Vodka PET5,100,089.481,346,2740.692
McCormick Distilling Co.McCormick 80prf Vodka2,597,207.8892,5260.724
McCormick Distilling Co.McCormick Vodka1,113,185.2179,1610.62
most_expensive_products
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
McCormick Distilling Co.McCormick 80prf Vodka Mini262,175.437,18814.1
McCormick Distilling Co.360 Buttered Popcorn8,186.265991.775
McCormick Distilling Co.McCormick Vodka Mini464,264.5367,0631.759
McCormick Distilling Co.360 Mandarin Orange Vodka8,950.447031.734
McCormick Distilling Co.360 Madagascar Vanilla Vodka16,375.311,3151.701
McCormick Distilling Co.360 Red Raspberry10,271.238051.671
McCormick Distilling Co.360 Concord Grape Vodka8,436.36881.656
McCormick Distilling Co.360 Sorrento Lemon Vodka14,663.191,2391.646
McCormick Distilling Co.360 Glazed Donut28,687.292,2971.646
McCormick Distilling Co.360 Concord Grape Vodka Mini90.6121.51
vendor_name
Laird And Company
total_sale_dollars
28,272,304.56
by_month
201220142016201820202022purchase_month050,000100,000total_sale_dollars
top_sellers_by_revenue
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
Laird And CompanyFive O'clock Vodka19,427,509.883,261,8560.666
Laird And CompanyFive O'Clock Vodka5,233,183.24891,6340.669
Laird And CompanyFive O'clock PET Vodka2,772,248.52548,1340.673
Laird And CompanyFive O'Clock Vodka PET839,362.92165,8820.675
most_expensive_products
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
Laird And CompanyFive O'Clock Vodka PET839,362.92165,8820.675
Laird And CompanyFive O'clock PET Vodka2,772,248.52548,1340.673
Laird And CompanyFive O'Clock Vodka5,233,183.24891,6340.669
Laird And CompanyFive O'clock Vodka19,427,509.883,261,8560.666
[
  {
    "vendor_count": 262,
    "total_sale_dollars": 769629916.9500663,
    "total_bottles": 71758747,
    "by_month": [
      {
        "purchase_month": {
          "value": "2012-01-01"
        },
        "total_sale_dollars": 610057.1599999997
      },
      {
        "purchase_month": {
          "value": "2012-01-08"
        },
        "total_sale_dollars": 802949.41
      },
      {
        "purchase_month": {
          "value": "2012-01-15"
        },
        "total_sale_dollars": 935417.8
      },
      {
        "purchase_month": {
          "value": "2012-01-22"
        },
        "total_sale_dollars": 988698.7400000001
      },
      {
        "purchase_month": {
          "value": "2012-01-29"
        },
        "total_sale_dollars": 938111.7300000001
      },
      {
        "purchase_month": {
          "value": "2012-02-05"
        },
        "total_sale_dollars": 902035.6900000004
      },
      {
        "purchase_month": {
          "value": "2012-02-12"
        },
        "total_sale_dollars": 896318.04
      },
      {
        "purchase_month": {
          "value": "2012-02-19"
        },
        "total_sale_dollars": 980946.7700000007
      },
      {
        "purchase_month": {
          "value": "2012-02-26"
        },
        "total_sale_dollars": 893080.9900000001
      },
      {
        "purchase_month": {
          "value": "2012-03-04"
        },
        "total_sale_dollars": 976248.3900000004
      },
      {
        "purchase_month": {
          "value": "2012-03-11"
        },
        "total_sale_dollars": 1018939.0200000004
      },
      {
        "purchase_month": {
          "value": "2012-03-18"
        },
        "total_sale_dollars": 1007704.9700000006
      },
      {
        "purchase_month": {
          "value": "2012-03-25"
        },
        "total_sale_dollars": 955948.0500000003
      },
      {
        "purchase_month": {
          "value": "2012-04-01"
        },
        "total_sale_dollars": 1152349.6600000004
      },
      {
        "purchase_month": {
          "value": "2012-04-08"
        },
        "total_sale_dollars": 1139967.6000000003
      },
      {
        "purchase_month": {
          "value": "2012-04-15"
        },
        "total_sale_dollars": 1035155.4400000004
      },
      {
        "purchase_month": {
          "value": "2012-04-22"
        },
        "total_sale_dollars": 1067074.1300000004
      },
      {
        "purchase_month": {
          "value": "2012-04-29"
        },
        "total_sale_dollars": 1087894.9100000004
      },
      {
        "purchase_month": {
          "value": "2012-05-06"
        },
        "total_sale_dollars": 1101532.0000000005
      },
      {
        "purchase_month": {
          "value": "2012-05-13"
        },
        "total_sale_dollars": 1096981.29
      },
      {
        "purchase_month": {
          "value": "2012-05-20"
        },
        "total_sale_dollars": 1386355.5899999999
      },
      {
        "purchase_month": {
          "value": "2012-05-27"
        },
        "total_sale_dollars": 863731.4899999999
      },
      {
        "purchase_month": {
          "value": "2012-06-03"
        },
        "total_sale_dollars": 1236165.5900000005
      },
      {
        "purchase_month": {
          "value": "2012-06-10"
        },
        "total_sale_dollars": 1296151.4000000004
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      {
        "purchase_month": {
          "value": "2012-06-17"
        },
        "total_sale_dollars": 1182540.5000000002
      },
      {
        "purchase_month": {
          "value": "2012-06-24"
        },
        "total_sale_dollars": 1613062.2999999998
      },
      {
        "purchase_month": {
          "value": "2012-07-01"
        },
        "total_sale_dollars": 1173113.4700000007
      },
      {
        "purchase_month": {
          "value": "2012-07-08"
        },
        "total_sale_dollars": 1132063.4000000004
      },
      {
        "purchase_month": {
          "value": "2012-07-15"
        },
        "total_sale_dollars": 1238239.71
      },
      {
        "purchase_month": {
          "value": "2012-07-22"
        },
        "total_sale_dollars": 1072884.2100000002
      },
      {
        "purchase_month": {
          "value": "2012-07-29"
        },
        "total_sale_dollars": 1214136.06
      },
      {
        "purchase_month": {
          "value": "2012-08-05"
        },
        "total_sale_dollars": 1272308.5300000003
      },
      {
        "purchase_month": {
          "value": "2012-08-12"
        },
        "total_sale_dollars": 1187809.7599999998
      },
      {
        "purchase_month": {
          "value": "2012-08-19"
        },
        "total_sale_dollars": 1141115.1600000001
      },
      {
        "purchase_month": {
          "value": "2012-08-26"
        },
        "total_sale_dollars": 1580034.549999999
      },
      {
        "purchase_month": {
          "value": "2012-09-02"
        },
        "total_sale_dollars": 968773.63
      },
      {
        "purchase_month": {
          "value": "2012-09-09"
        },
        "total_sale_dollars": 1244709.0400000003
      },
      {
        "purchase_month": {
          "value": "2012-09-16"
        },
        "total_sale_dollars": 990731.3400000002
      },
      {
        "purchase_month": {
          "value": "2012-09-23"
        },
        "total_sale_dollars": 995239.1300000002
      },
      {
        "purchase_month": {
          "value": "2012-09-30"
        },
        "total_sale_dollars": 1577376.0799999991
      },
      {
        "purchase_month": {
          "value": "2012-10-07"
        },
        "total_sale_dollars": 1541959.399999999
      },
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          {
            "purchase_month": {
              "value": "2019-12-22"
            },
            "total_sale_dollars": 57474.62
          },
          {
            "purchase_month": {
              "value": "2019-12-29"
            },
            "total_sale_dollars": 43551.08000000001
          },
          {
            "purchase_month": {
              "value": "2020-01-05"
            },
            "total_sale_dollars": 52046.83999999999
          },
          {
            "purchase_month": {
              "value": "2020-01-12"
            },
            "total_sale_dollars": 57334.139999999985
          },
          {
            "purchase_month": {
              "value": "2020-01-19"
            },
            "total_sale_dollars": 58436.320000000014
          },
          {
            "purchase_month": {
              "value": "2020-01-26"
            },
            "total_sale_dollars": 58558.03999999999
          },
          {
            "purchase_month": {
              "value": "2020-02-02"
            },
            "total_sale_dollars": 56072.14
          },
          {
            "purchase_month": {
              "value": "2020-02-09"
            },
            "total_sale_dollars": 51672.33999999999
          },
          {
            "purchase_month": {
              "value": "2020-02-16"
            },
            "total_sale_dollars": 62253.759999999995
          },
          {
            "purchase_month": {
              "value": "2020-02-23"
            },
            "total_sale_dollars": 54752.06
          },
          {
            "purchase_month": {
              "value": "2020-03-01"
            },
            "total_sale_dollars": 58250.25999999999
          },
          {
            "purchase_month": {
              "value": "2020-03-08"
            },
            "total_sale_dollars": 58741.14
          },
          {
            "purchase_month": {
              "value": "2020-03-15"
            },
            "total_sale_dollars": 78102.09999999999
          },
          {
            "purchase_month": {
              "value": "2020-03-22"
            },
            "total_sale_dollars": 65688.58
          },
          {
            "purchase_month": {
              "value": "2020-03-29"
            },
            "total_sale_dollars": 44189.639999999985
          },
          {
            "purchase_month": {
              "value": "2020-04-05"
            },
            "total_sale_dollars": 69101.97999999998
          },
          {
            "purchase_month": {
              "value": "2020-04-12"
            },
            "total_sale_dollars": 62899.02
          },
          {
            "purchase_month": {
              "value": "2020-04-19"
            },
            "total_sale_dollars": 51134.979999999996
          },
          {
            "purchase_month": {
              "value": "2020-04-26"
            },
            "total_sale_dollars": 46960.140000000014
          },
          {
            "purchase_month": {
              "value": "2020-05-03"
            },
            "total_sale_dollars": 50886.999999999985
          },
          {
            "purchase_month": {
              "value": "2020-05-10"
            },
            "total_sale_dollars": 52514.659999999996
          },
          {
            "purchase_month": {
              "value": "2020-05-17"
            },
            "total_sale_dollars": 54702.719999999994
          },
          {
            "purchase_month": {
              "value": "2020-05-24"
            },
            "total_sale_dollars": 48474.96000000001
          },
          {
            "purchase_month": {
              "value": "2020-05-31"
            },
            "total_sale_dollars": 49798.979999999996
          },
          {
            "purchase_month": {
              "value": "2020-06-07"
            },
            "total_sale_dollars": 51488.320000000014
          },
          {
            "purchase_month": {
              "value": "2020-06-14"
            },
            "total_sale_dollars": 53958.64
          },
          {
            "purchase_month": {
              "value": "2020-06-21"
            },
            "total_sale_dollars": 56176.97999999998
          },
          {
            "purchase_month": {
              "value": "2020-06-28"
            },
            "total_sale_dollars": 54286.24
          },
          {
            "purchase_month": {
              "value": "2020-07-05"
            },
            "total_sale_dollars": 38914.46
          },
          {
            "purchase_month": {
              "value": "2020-07-12"
            },
            "total_sale_dollars": 45642.3
          },
          {
            "purchase_month": {
              "value": "2020-07-19"
            },
            "total_sale_dollars": 49551.8
          },
          {
            "purchase_month": {
              "value": "2020-07-26"
            },
            "total_sale_dollars": 47114.84
          },
          {
            "purchase_month": {
              "value": "2020-08-02"
            },
            "total_sale_dollars": 47563.999999999985
          },
          {
            "purchase_month": {
              "value": "2020-08-09"
            },
            "total_sale_dollars": 46220.6
          },
          {
            "purchase_month": {
              "value": "2020-08-16"
            },
            "total_sale_dollars": 55293.479999999996
          },
          {
            "purchase_month": {
              "value": "2020-08-23"
            },
            "total_sale_dollars": 50136.900000000016
          },
          {
            "purchase_month": {
              "value": "2020-08-30"
            },
            "total_sale_dollars": 51128.41999999999
          },
          {
            "purchase_month": {
              "value": "2020-09-06"
            },
            "total_sale_dollars": 40571.979999999996
          },
          {
            "purchase_month": {
              "value": "2020-09-13"
            },
            "total_sale_dollars": 42362.02
          },
          {
            "purchase_month": {
              "value": "2020-09-20"
            },
            "total_sale_dollars": 45484.90000000001
          },
          {
            "purchase_month": {
              "value": "2020-09-27"
            },
            "total_sale_dollars": 44469.659999999996
          },
          {
            "purchase_month": {
              "value": "2020-10-04"
            },
            "total_sale_dollars": 43088.68
          },
          {
            "purchase_month": {
              "value": "2020-10-11"
            },
            "total_sale_dollars": 44744.64000000001
          },
          {
            "purchase_month": {
              "value": "2020-10-18"
            },
            "total_sale_dollars": 39943.50000000001
          },
          {
            "purchase_month": {
              "value": "2020-10-25"
            },
            "total_sale_dollars": 46674.899999999994
          },
          {
            "purchase_month": {
              "value": "2020-11-01"
            },
            "total_sale_dollars": 46956.32
          },
          {
            "purchase_month": {
              "value": "2020-11-08"
            },
            "total_sale_dollars": 42869.32
          },
          {
            "purchase_month": {
              "value": "2020-11-15"
            },
            "total_sale_dollars": 45500.54000000001
          },
          {
            "purchase_month": {
              "value": "2020-11-22"
            },
            "total_sale_dollars": 35963.84
          },
          {
            "purchase_month": {
              "value": "2020-11-29"
            },
            "total_sale_dollars": 39818.159999999996
          },
          {
            "purchase_month": {
              "value": "2020-12-06"
            },
            "total_sale_dollars": 42553.65999999999
          },
          {
            "purchase_month": {
              "value": "2020-12-13"
            },
            "total_sale_dollars": 44264.279999999984
          },
          {
            "purchase_month": {
              "value": "2020-12-20"
            },
            "total_sale_dollars": 44581.639999999985
          },
          {
            "purchase_month": {
              "value": "2020-12-27"
            },
            "total_sale_dollars": 31201.41999999999
          },
          {
            "purchase_month": {
              "value": "2021-01-03"
            },
            "total_sale_dollars": 40016.35999999999
          },
          {
            "purchase_month": {
              "value": "2021-01-10"
            },
            "total_sale_dollars": 12506.080000000002
          },
          {
            "purchase_month": {
              "value": "2021-05-02"
            },
            "total_sale_dollars": 40382.82000000001
          },
          {
            "purchase_month": {
              "value": "2021-05-09"
            },
            "total_sale_dollars": 41971.68
          },
          {
            "purchase_month": {
              "value": "2021-05-16"
            },
            "total_sale_dollars": 40183.74
          },
          {
            "purchase_month": {
              "value": "2021-05-23"
            },
            "total_sale_dollars": 43926.96
          },
          {
            "purchase_month": {
              "value": "2021-05-30"
            },
            "total_sale_dollars": 34565.020000000004
          },
          {
            "purchase_month": {
              "value": "2021-06-06"
            },
            "total_sale_dollars": 42673.299999999996
          },
          {
            "purchase_month": {
              "value": "2021-06-13"
            },
            "total_sale_dollars": 42634.859999999986
          },
          {
            "purchase_month": {
              "value": "2021-06-20"
            },
            "total_sale_dollars": 43484.619999999995
          },
          {
            "purchase_month": {
              "value": "2021-06-27"
            },
            "total_sale_dollars": 43724.54
          },
          {
            "purchase_month": {
              "value": "2021-07-04"
            },
            "total_sale_dollars": 38833.58
          },
          {
            "purchase_month": {
              "value": "2021-07-11"
            },
            "total_sale_dollars": 35000.31999999999
          },
          {
            "purchase_month": {
              "value": "2021-07-18"
            },
            "total_sale_dollars": 41121.25999999999
          },
          {
            "purchase_month": {
              "value": "2021-07-25"
            },
            "total_sale_dollars": 36238.38
          },
          {
            "purchase_month": {
              "value": "2021-08-01"
            },
            "total_sale_dollars": 36415.48
          },
          {
            "purchase_month": {
              "value": "2021-08-08"
            },
            "total_sale_dollars": 39893.96
          },
          {
            "purchase_month": {
              "value": "2021-08-15"
            },
            "total_sale_dollars": 40405.759999999995
          },
          {
            "purchase_month": {
              "value": "2021-08-22"
            },
            "total_sale_dollars": 41372.78
          },
          {
            "purchase_month": {
              "value": "2021-08-29"
            },
            "total_sale_dollars": 37864.55999999999
          },
          {
            "purchase_month": {
              "value": "2021-09-05"
            },
            "total_sale_dollars": 37842.119999999995
          },
          {
            "purchase_month": {
              "value": "2021-09-12"
            },
            "total_sale_dollars": 41081.66000000001
          },
          {
            "purchase_month": {
              "value": "2021-09-19"
            },
            "total_sale_dollars": 39846.28
          },
          {
            "purchase_month": {
              "value": "2021-09-26"
            },
            "total_sale_dollars": 39326.06
          },
          {
            "purchase_month": {
              "value": "2021-10-03"
            },
            "total_sale_dollars": 34827.58
          },
          {
            "purchase_month": {
              "value": "2021-10-10"
            },
            "total_sale_dollars": 38187.9
          },
          {
            "purchase_month": {
              "value": "2021-10-17"
            },
            "total_sale_dollars": 40036.74
          },
          {
            "purchase_month": {
              "value": "2021-10-24"
            },
            "total_sale_dollars": 32628.160000000003
          },
          {
            "purchase_month": {
              "value": "2021-11-28"
            },
            "total_sale_dollars": 18316.14
          },
          {
            "purchase_month": {
              "value": "2021-12-05"
            },
            "total_sale_dollars": 40331.65999999999
          },
          {
            "purchase_month": {
              "value": "2021-12-12"
            },
            "total_sale_dollars": 39602.86000000001
          },
          {
            "purchase_month": {
              "value": "2021-12-19"
            },
            "total_sale_dollars": 38478.37999999999
          },
          {
            "purchase_month": {
              "value": "2021-12-26"
            },
            "total_sale_dollars": 34393.6
          },
          {
            "purchase_month": {
              "value": "2022-01-02"
            },
            "total_sale_dollars": 29609.06
          },
          {
            "purchase_month": {
              "value": "2022-01-09"
            },
            "total_sale_dollars": 34314.88000000001
          },
          {
            "purchase_month": {
              "value": "2022-01-16"
            },
            "total_sale_dollars": 31981.439999999995
          },
          {
            "purchase_month": {
              "value": "2022-01-23"
            },
            "total_sale_dollars": 37738.700000000004
          },
          {
            "purchase_month": {
              "value": "2022-01-30"
            },
            "total_sale_dollars": 30078.079999999998
          },
          {
            "purchase_month": {
              "value": "2022-02-06"
            },
            "total_sale_dollars": 34678.82000000001
          },
          {
            "purchase_month": {
              "value": "2022-02-13"
            },
            "total_sale_dollars": 35322.55999999999
          },
          {
            "purchase_month": {
              "value": "2022-02-20"
            },
            "total_sale_dollars": 38048
          },
          {
            "purchase_month": {
              "value": "2022-02-27"
            },
            "total_sale_dollars": 35268.63999999999
          },
          {
            "purchase_month": {
              "value": "2022-03-06"
            },
            "total_sale_dollars": 36031.16
          },
          {
            "purchase_month": {
              "value": "2022-03-13"
            },
            "total_sale_dollars": 30312.959999999995
          },
          {
            "purchase_month": {
              "value": "2022-03-20"
            },
            "total_sale_dollars": 36157.320000000014
          },
          {
            "purchase_month": {
              "value": "2022-03-27"
            },
            "total_sale_dollars": 26304.160000000003
          }
        ],
        "top_sellers_by_revenue": [
          {
            "vendor_name": "Laird And Company",
            "item_description": "Five O'clock Vodka",
            "total_sale_dollars": 19427509.879999004,
            "total_bottles": 3261856,
            "avg_price_per_100ml": 0.6656423906070659
          },
          {
            "vendor_name": "Laird And Company",
            "item_description": "Five O'Clock Vodka",
            "total_sale_dollars": 5233183.240000074,
            "total_bottles": 891634,
            "avg_price_per_100ml": 0.6693155975786335
          },
          {
            "vendor_name": "Laird And Company",
            "item_description": "Five O'clock PET Vodka",
            "total_sale_dollars": 2772248.5200000242,
            "total_bottles": 548134,
            "avg_price_per_100ml": 0.6731975639792838
          },
          {
            "vendor_name": "Laird And Company",
            "item_description": "Five O'Clock Vodka PET",
            "total_sale_dollars": 839362.9200000003,
            "total_bottles": 165882,
            "avg_price_per_100ml": 0.6746666666666666
          }
        ],
        "most_expensive_products": [
          {
            "vendor_name": "Laird And Company",
            "item_description": "Five O'Clock Vodka PET",
            "total_sale_dollars": 839362.9200000004,
            "total_bottles": 165882,
            "avg_price_per_100ml": 0.6746666666666666
          },
          {
            "vendor_name": "Laird And Company",
            "item_description": "Five O'clock PET Vodka",
            "total_sale_dollars": 2772248.5200000233,
            "total_bottles": 548134,
            "avg_price_per_100ml": 0.6731975639792838
          },
          {
            "vendor_name": "Laird And Company",
            "item_description": "Five O'Clock Vodka",
            "total_sale_dollars": 5233183.240000075,
            "total_bottles": 891634,
            "avg_price_per_100ml": 0.6693155975786336
          },
          {
            "vendor_name": "Laird And Company",
            "item_description": "Five O'clock Vodka",
            "total_sale_dollars": 19427509.879999,
            "total_bottles": 3261856,
            "avg_price_per_100ml": 0.6656423906070659
          }
        ]
      }
    ]
  }
]
WITH __stage0 AS (
  SELECT
    group_set,
    CASE WHEN group_set=0 THEN
      count(distinct iowa.vendor_number)
      END as vendor_count__0,
    CASE WHEN group_set=0 THEN
      SUM(iowa.sale_dollars)
      END as total_sale_dollars__0,
    CASE WHEN group_set=0 THEN
      SUM(iowa.bottles_sold)
      END as total_bottles__0,
    CASE WHEN group_set=1 THEN
      DATE_TRUNC(iowa.date, WEEK)
      END as purchase_month__1,
    CASE WHEN group_set=1 THEN
      SUM(iowa.sale_dollars)
      END as total_sale_dollars__1,
    CASE WHEN group_set=2 THEN
      CASE WHEN REGEXP_CONTAINS(iowa.category_name,r'(WHISK|SCOTCH|BOURBON|RYE)') THEN 'WHISKIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'VODKA') THEN 'VODKAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'RUM') THEN 'RUMS' WHEN REGEXP_CONTAINS(iowa.category_name,r'TEQUILA') THEN 'TEQUILAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'(LIQUE|AMARETTO|TRIPLE SEC)') THEN 'LIQUEURS' WHEN REGEXP_CONTAINS(iowa.category_name,r'BRAND(I|Y)') THEN 'BRANDIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'GIN') THEN 'GINS' WHEN REGEXP_CONTAINS(iowa.category_name,r'SCHNAP') THEN 'SCHNAPPS' ELSE 'OTHER' END
      END as category_class__2,
    CASE WHEN group_set=2 THEN
      SUM(iowa.sale_dollars)
      END as total_sale_dollars__2,
    CASE WHEN group_set=2 THEN
      count(distinct iowa.item_number)
      END as item_count__2,
    CASE WHEN group_set=3 THEN
      iowa.vendor_name
      END as vendor_name__3,
    CASE WHEN group_set=3 THEN
      SUM(iowa.sale_dollars)
      END as total_sale_dollars__3,
    CASE WHEN group_set=3 THEN
      SUM(iowa.bottles_sold)
      END as total_bottles__3,
    CASE WHEN group_set=4 THEN
      iowa.vendor_name
      END as vendor_name__4,
    CASE WHEN group_set=4 THEN
      iowa.item_description
      END as item_description__4,
    CASE WHEN group_set=4 THEN
      SUM(iowa.sale_dollars)
      END as total_sale_dollars__4,
    CASE WHEN group_set=4 THEN
      SUM(iowa.bottles_sold)
      END as total_bottles__4,
    CASE WHEN group_set=4 THEN
      AVG(((iowa.state_bottle_retail/(nullif(iowa.bottle_volume_ml,0)))*100))
      END as avg_price_per_100ml__4,
    CASE WHEN group_set=5 THEN
      iowa.vendor_name
      END as vendor_name__5,
    CASE WHEN group_set=5 THEN
      iowa.item_description
      END as item_description__5,
    CASE WHEN group_set=5 THEN
      SUM(iowa.sale_dollars)
      END as total_sale_dollars__5,
    CASE WHEN group_set=5 THEN
      SUM(iowa.bottles_sold)
      END as total_bottles__5,
    CASE WHEN group_set=5 THEN
      AVG(((iowa.state_bottle_retail/(nullif(iowa.bottle_volume_ml,0)))*100))
      END as avg_price_per_100ml__5,
    CASE WHEN group_set IN (6,7,8,9) THEN
      iowa.vendor_name
      END as vendor_name__6,
    CASE WHEN group_set=6 THEN
      SUM(iowa.sale_dollars)
      END as total_sale_dollars__6,
    CASE WHEN group_set=7 THEN
      DATE_TRUNC(iowa.date, WEEK)
      END as purchase_month__7,
    CASE WHEN group_set=7 THEN
      SUM(iowa.sale_dollars)
      END as total_sale_dollars__7,
    CASE WHEN group_set=8 THEN
      iowa.vendor_name
      END as vendor_name__8,
    CASE WHEN group_set=8 THEN
      iowa.item_description
      END as item_description__8,
    CASE WHEN group_set=8 THEN
      SUM(iowa.sale_dollars)
      END as total_sale_dollars__8,
    CASE WHEN group_set=8 THEN
      SUM(iowa.bottles_sold)
      END as total_bottles__8,
    CASE WHEN group_set=8 THEN
      AVG(((iowa.state_bottle_retail/(nullif(iowa.bottle_volume_ml,0)))*100))
      END as avg_price_per_100ml__8,
    CASE WHEN group_set=9 THEN
      iowa.vendor_name
      END as vendor_name__9,
    CASE WHEN group_set=9 THEN
      iowa.item_description
      END as item_description__9,
    CASE WHEN group_set=9 THEN
      SUM(iowa.sale_dollars)
      END as total_sale_dollars__9,
    CASE WHEN group_set=9 THEN
      SUM(iowa.bottles_sold)
      END as total_bottles__9,
    CASE WHEN group_set=9 THEN
      AVG(((iowa.state_bottle_retail/(nullif(iowa.bottle_volume_ml,0)))*100))
      END as avg_price_per_100ml__9
  FROM `malloy-data.iowa_liquor_sales.sales_deduped` as iowa
  CROSS JOIN (SELECT row_number() OVER() -1  group_set FROM UNNEST(GENERATE_ARRAY(0,9,1)))
  WHERE ((CASE WHEN REGEXP_CONTAINS(iowa.category_name,r'(WHISK|SCOTCH|BOURBON|RYE)') THEN 'WHISKIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'VODKA') THEN 'VODKAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'RUM') THEN 'RUMS' WHEN REGEXP_CONTAINS(iowa.category_name,r'TEQUILA') THEN 'TEQUILAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'(LIQUE|AMARETTO|TRIPLE SEC)') THEN 'LIQUEURS' WHEN REGEXP_CONTAINS(iowa.category_name,r'BRAND(I|Y)') THEN 'BRANDIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'GIN') THEN 'GINS' WHEN REGEXP_CONTAINS(iowa.category_name,r'SCHNAP') THEN 'SCHNAPPS' ELSE 'OTHER' END)='VODKAS')
  AND ((CASE WHEN REGEXP_CONTAINS(iowa.category_name,r'(WHISK|SCOTCH|BOURBON|RYE)') THEN 'WHISKIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'VODKA') THEN 'VODKAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'RUM') THEN 'RUMS' WHEN REGEXP_CONTAINS(iowa.category_name,r'TEQUILA') THEN 'TEQUILAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'(LIQUE|AMARETTO|TRIPLE SEC)') THEN 'LIQUEURS' WHEN REGEXP_CONTAINS(iowa.category_name,r'BRAND(I|Y)') THEN 'BRANDIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'GIN') THEN 'GINS' WHEN REGEXP_CONTAINS(iowa.category_name,r'SCHNAP') THEN 'SCHNAPPS' ELSE 'OTHER' END)='VODKAS')
  AND ((group_set NOT IN (1) OR (group_set IN (1) AND (CASE WHEN REGEXP_CONTAINS(iowa.category_name,r'(WHISK|SCOTCH|BOURBON|RYE)') THEN 'WHISKIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'VODKA') THEN 'VODKAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'RUM') THEN 'RUMS' WHEN REGEXP_CONTAINS(iowa.category_name,r'TEQUILA') THEN 'TEQUILAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'(LIQUE|AMARETTO|TRIPLE SEC)') THEN 'LIQUEURS' WHEN REGEXP_CONTAINS(iowa.category_name,r'BRAND(I|Y)') THEN 'BRANDIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'GIN') THEN 'GINS' WHEN REGEXP_CONTAINS(iowa.category_name,r'SCHNAP') THEN 'SCHNAPPS' ELSE 'OTHER' END)='VODKAS')))
  AND ((group_set NOT IN (2) OR (group_set IN (2) AND (CASE WHEN REGEXP_CONTAINS(iowa.category_name,r'(WHISK|SCOTCH|BOURBON|RYE)') THEN 'WHISKIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'VODKA') THEN 'VODKAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'RUM') THEN 'RUMS' WHEN REGEXP_CONTAINS(iowa.category_name,r'TEQUILA') THEN 'TEQUILAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'(LIQUE|AMARETTO|TRIPLE SEC)') THEN 'LIQUEURS' WHEN REGEXP_CONTAINS(iowa.category_name,r'BRAND(I|Y)') THEN 'BRANDIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'GIN') THEN 'GINS' WHEN REGEXP_CONTAINS(iowa.category_name,r'SCHNAP') THEN 'SCHNAPPS' ELSE 'OTHER' END)='VODKAS')))
  AND ((group_set NOT IN (3) OR (group_set IN (3) AND (CASE WHEN REGEXP_CONTAINS(iowa.category_name,r'(WHISK|SCOTCH|BOURBON|RYE)') THEN 'WHISKIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'VODKA') THEN 'VODKAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'RUM') THEN 'RUMS' WHEN REGEXP_CONTAINS(iowa.category_name,r'TEQUILA') THEN 'TEQUILAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'(LIQUE|AMARETTO|TRIPLE SEC)') THEN 'LIQUEURS' WHEN REGEXP_CONTAINS(iowa.category_name,r'BRAND(I|Y)') THEN 'BRANDIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'GIN') THEN 'GINS' WHEN REGEXP_CONTAINS(iowa.category_name,r'SCHNAP') THEN 'SCHNAPPS' ELSE 'OTHER' END)='VODKAS')))
  AND ((group_set NOT IN (4) OR (group_set IN (4) AND (CASE WHEN REGEXP_CONTAINS(iowa.category_name,r'(WHISK|SCOTCH|BOURBON|RYE)') THEN 'WHISKIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'VODKA') THEN 'VODKAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'RUM') THEN 'RUMS' WHEN REGEXP_CONTAINS(iowa.category_name,r'TEQUILA') THEN 'TEQUILAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'(LIQUE|AMARETTO|TRIPLE SEC)') THEN 'LIQUEURS' WHEN REGEXP_CONTAINS(iowa.category_name,r'BRAND(I|Y)') THEN 'BRANDIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'GIN') THEN 'GINS' WHEN REGEXP_CONTAINS(iowa.category_name,r'SCHNAP') THEN 'SCHNAPPS' ELSE 'OTHER' END)='VODKAS')))
  AND ((group_set NOT IN (5) OR (group_set IN (5) AND (CASE WHEN REGEXP_CONTAINS(iowa.category_name,r'(WHISK|SCOTCH|BOURBON|RYE)') THEN 'WHISKIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'VODKA') THEN 'VODKAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'RUM') THEN 'RUMS' WHEN REGEXP_CONTAINS(iowa.category_name,r'TEQUILA') THEN 'TEQUILAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'(LIQUE|AMARETTO|TRIPLE SEC)') THEN 'LIQUEURS' WHEN REGEXP_CONTAINS(iowa.category_name,r'BRAND(I|Y)') THEN 'BRANDIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'GIN') THEN 'GINS' WHEN REGEXP_CONTAINS(iowa.category_name,r'SCHNAP') THEN 'SCHNAPPS' ELSE 'OTHER' END)='VODKAS')))
  AND ((group_set NOT IN (7) OR (group_set IN (7) AND (CASE WHEN REGEXP_CONTAINS(iowa.category_name,r'(WHISK|SCOTCH|BOURBON|RYE)') THEN 'WHISKIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'VODKA') THEN 'VODKAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'RUM') THEN 'RUMS' WHEN REGEXP_CONTAINS(iowa.category_name,r'TEQUILA') THEN 'TEQUILAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'(LIQUE|AMARETTO|TRIPLE SEC)') THEN 'LIQUEURS' WHEN REGEXP_CONTAINS(iowa.category_name,r'BRAND(I|Y)') THEN 'BRANDIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'GIN') THEN 'GINS' WHEN REGEXP_CONTAINS(iowa.category_name,r'SCHNAP') THEN 'SCHNAPPS' ELSE 'OTHER' END)='VODKAS')))
  AND ((group_set NOT IN (8) OR (group_set IN (8) AND (CASE WHEN REGEXP_CONTAINS(iowa.category_name,r'(WHISK|SCOTCH|BOURBON|RYE)') THEN 'WHISKIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'VODKA') THEN 'VODKAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'RUM') THEN 'RUMS' WHEN REGEXP_CONTAINS(iowa.category_name,r'TEQUILA') THEN 'TEQUILAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'(LIQUE|AMARETTO|TRIPLE SEC)') THEN 'LIQUEURS' WHEN REGEXP_CONTAINS(iowa.category_name,r'BRAND(I|Y)') THEN 'BRANDIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'GIN') THEN 'GINS' WHEN REGEXP_CONTAINS(iowa.category_name,r'SCHNAP') THEN 'SCHNAPPS' ELSE 'OTHER' END)='VODKAS')))
  AND ((group_set NOT IN (9) OR (group_set IN (9) AND (CASE WHEN REGEXP_CONTAINS(iowa.category_name,r'(WHISK|SCOTCH|BOURBON|RYE)') THEN 'WHISKIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'VODKA') THEN 'VODKAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'RUM') THEN 'RUMS' WHEN REGEXP_CONTAINS(iowa.category_name,r'TEQUILA') THEN 'TEQUILAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'(LIQUE|AMARETTO|TRIPLE SEC)') THEN 'LIQUEURS' WHEN REGEXP_CONTAINS(iowa.category_name,r'BRAND(I|Y)') THEN 'BRANDIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'GIN') THEN 'GINS' WHEN REGEXP_CONTAINS(iowa.category_name,r'SCHNAP') THEN 'SCHNAPPS' ELSE 'OTHER' END)='VODKAS')))
  GROUP BY 1,5,7,10,13,14,18,19,23,25,27,28,32,33
)
, __stage1 AS (
  SELECT 
    CASE WHEN group_set=7 THEN 6 WHEN group_set=8 THEN 6 WHEN group_set=9 THEN 6  ELSE group_set END as group_set,
    ANY_VALUE(CASE WHEN group_set=0 THEN vendor_count__0 END) as vendor_count__0,
    ANY_VALUE(CASE WHEN group_set=0 THEN total_sale_dollars__0 END) as total_sale_dollars__0,
    ANY_VALUE(CASE WHEN group_set=0 THEN total_bottles__0 END) as total_bottles__0,
    CASE WHEN group_set=1 THEN
      purchase_month__1
      END as purchase_month__1,
    ANY_VALUE(CASE WHEN group_set=1 THEN total_sale_dollars__1 END) as total_sale_dollars__1,
    CASE WHEN group_set=2 THEN
      category_class__2
      END as category_class__2,
    ANY_VALUE(CASE WHEN group_set=2 THEN total_sale_dollars__2 END) as total_sale_dollars__2,
    ANY_VALUE(CASE WHEN group_set=2 THEN item_count__2 END) as item_count__2,
    CASE WHEN group_set=3 THEN
      vendor_name__3
      END as vendor_name__3,
    ANY_VALUE(CASE WHEN group_set=3 THEN total_sale_dollars__3 END) as total_sale_dollars__3,
    ANY_VALUE(CASE WHEN group_set=3 THEN total_bottles__3 END) as total_bottles__3,
    CASE WHEN group_set=4 THEN
      vendor_name__4
      END as vendor_name__4,
    CASE WHEN group_set=4 THEN
      item_description__4
      END as item_description__4,
    ANY_VALUE(CASE WHEN group_set=4 THEN total_sale_dollars__4 END) as total_sale_dollars__4,
    ANY_VALUE(CASE WHEN group_set=4 THEN total_bottles__4 END) as total_bottles__4,
    ANY_VALUE(CASE WHEN group_set=4 THEN avg_price_per_100ml__4 END) as avg_price_per_100ml__4,
    CASE WHEN group_set=5 THEN
      vendor_name__5
      END as vendor_name__5,
    CASE WHEN group_set=5 THEN
      item_description__5
      END as item_description__5,
    ANY_VALUE(CASE WHEN group_set=5 THEN total_sale_dollars__5 END) as total_sale_dollars__5,
    ANY_VALUE(CASE WHEN group_set=5 THEN total_bottles__5 END) as total_bottles__5,
    ANY_VALUE(CASE WHEN group_set=5 THEN avg_price_per_100ml__5 END) as avg_price_per_100ml__5,
    CASE WHEN group_set IN (6,7,8,9) THEN
      vendor_name__6
      END as vendor_name__6,
    ANY_VALUE(CASE WHEN group_set=6 THEN total_sale_dollars__6 END) as total_sale_dollars__6,
    ARRAY_AGG(CASE WHEN group_set=7 THEN STRUCT(
      purchase_month__7 as purchase_month, 
      total_sale_dollars__7 as total_sale_dollars
      ) END IGNORE NULLS  ORDER BY  purchase_month__7 ASC ) as by_month__6,
    ARRAY_AGG(CASE WHEN group_set=8 THEN STRUCT(
      vendor_name__8 as vendor_name, 
      item_description__8 as item_description, 
      total_sale_dollars__8 as total_sale_dollars, 
      total_bottles__8 as total_bottles, 
      avg_price_per_100ml__8 as avg_price_per_100ml
      ) END IGNORE NULLS  ORDER BY  total_sale_dollars__8 desc  LIMIT 5) as top_sellers_by_revenue__6,
    ARRAY_AGG(CASE WHEN group_set=9 THEN STRUCT(
      vendor_name__9 as vendor_name, 
      item_description__9 as item_description, 
      total_sale_dollars__9 as total_sale_dollars, 
      total_bottles__9 as total_bottles, 
      avg_price_per_100ml__9 as avg_price_per_100ml
      ) END IGNORE NULLS  ORDER BY  avg_price_per_100ml__9 desc  LIMIT 10) as most_expensive_products__6
  FROM __stage0
  GROUP BY 1,5,7,10,13,14,18,19,23
)
SELECT
  ANY_VALUE(CASE WHEN group_set=0 THEN vendor_count__0 END) as vendor_count,
  ANY_VALUE(CASE WHEN group_set=0 THEN total_sale_dollars__0 END) as total_sale_dollars,
  ANY_VALUE(CASE WHEN group_set=0 THEN total_bottles__0 END) as total_bottles,
  ARRAY_AGG(CASE WHEN group_set=1 THEN STRUCT(
    purchase_month__1 as purchase_month, 
    total_sale_dollars__1 as total_sale_dollars
    ) END IGNORE NULLS  ORDER BY  purchase_month__1 ASC ) as by_month,
  ARRAY_AGG(CASE WHEN group_set=2 THEN STRUCT(
    category_class__2 as category_class, 
    total_sale_dollars__2 as total_sale_dollars, 
    item_count__2 as item_count
    ) END IGNORE NULLS  ORDER BY  total_sale_dollars__2 desc  LIMIT 10) as by_class,
  ARRAY_AGG(CASE WHEN group_set=3 THEN STRUCT(
    vendor_name__3 as vendor_name, 
    total_sale_dollars__3 as total_sale_dollars, 
    total_bottles__3 as total_bottles
    ) END IGNORE NULLS  ORDER BY  total_sale_dollars__3 desc  LIMIT 10) as by_vendor_bar_chart,
  ARRAY_AGG(CASE WHEN group_set=4 THEN STRUCT(
    vendor_name__4 as vendor_name, 
    item_description__4 as item_description, 
    total_sale_dollars__4 as total_sale_dollars, 
    total_bottles__4 as total_bottles, 
    avg_price_per_100ml__4 as avg_price_per_100ml
    ) END IGNORE NULLS  ORDER BY  total_sale_dollars__4 desc  LIMIT 5) as top_sellers_by_revenue,
  ARRAY_AGG(CASE WHEN group_set=5 THEN STRUCT(
    vendor_name__5 as vendor_name, 
    item_description__5 as item_description, 
    total_sale_dollars__5 as total_sale_dollars, 
    total_bottles__5 as total_bottles, 
    avg_price_per_100ml__5 as avg_price_per_100ml
    ) END IGNORE NULLS  ORDER BY  avg_price_per_100ml__5 desc  LIMIT 10) as most_expensive_products,
  ARRAY_AGG(CASE WHEN group_set=6 THEN STRUCT(
    vendor_name__6 as vendor_name, 
    total_sale_dollars__6 as total_sale_dollars, 
    by_month__6 as by_month, 
    top_sellers_by_revenue__6 as top_sellers_by_revenue, 
    most_expensive_products__6 as most_expensive_products
    ) END IGNORE NULLS  ORDER BY  total_sale_dollars__6 desc  LIMIT 10) as by_vendor_dashboard
FROM __stage1
ORDER BY 1 desc